{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个作业里，需要手写一个跟tensorflow里面的conv2d类似的卷积函数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 声明一些用到的库\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "import tensorflow as tf\n",
    "from io import BytesIO\n",
    "from PIL import Image\n",
    "import base64"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "读入图片，因为没想到怎么把文件跟ipynb放到一起，所以这里只能将图片base64化为一个字符串直接放到这里。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(350, 500, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAAD8CAYAAAC1p1UKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1b6d021cac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_b = b'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'\n",
    "inf = BytesIO(base64.b64decode(img_b))\n",
    "img = Image.open(inf)\n",
    "img = np.asarray(img, dtype=np.uint8)\n",
    "plt.imshow(img)\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看一下图像的均值，这里图像像素值在0-255之间，神经网络里面，数据的值需要做一下归一化处理。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "171.61454476190477\n",
      "0.6729982147525674\n"
     ]
    }
   ],
   "source": [
    "print(img.mean())\n",
    "img = img/255\n",
    "print(img.mean())\n",
    "img = np.expand_dims(img, axis=0) # 将图像处理成为一个batch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "实现一下卷积函数，这里filter为输入的卷积核的权重，其shape为height x width x in_channels x out_channels，也就是说，这里卷积核的个数是通过最后的out_channels反映出来的。stride我们定义一个标量，同时用于宽高。padding仿照tf，只取same和valid两个值，函数内部需要自动计算需要的padding。为了与tf的接口保持一致，数据输入也是四维的，第一维是batchsize，这里只有一张图片，所以是1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def conv2d(input_, filter_, stride, padding):\n",
    "    # batch x height x width x channels\n",
    "    in_s = input_.shape\n",
    "    # height x width x in_channels x out_channels\n",
    "    f_s = filter_.shape\n",
    "\n",
    "    assert len(in_s) == 4, 'input size rank 4 required!'\n",
    "    assert len(f_s) == 4, 'filter size rank 4 required!'\n",
    "    assert f_s[2] == in_s[3], 'intput channels not match filter channels.'\n",
    "    assert f_s[0] >= stride and f_s[1] >= stride, 'filter should not be less than stride!'\n",
    "    assert padding in [\n",
    "        'SAME', 'VALID'], 'padding value[{0}] not allowded!!'.format(padding)\n",
    "\n",
    "    if padding != 'VALID':\n",
    "        # 提示： 关于SAME和VALID的区别，请参考：https://www.tensorflow.org/api_guides/python/nn\n",
    "        ##################\n",
    "        # Your code here #\n",
    "        pad_top = (f_s[0]-1) // 2\n",
    "        pad_bottom = f_s[0] // 2\n",
    "        pad_left = (f_s[1]-1) // 2\n",
    "        pad_right = f_s[1] // 2\n",
    "\n",
    "        temp = np.zeros((in_s[0], in_s[1] + pad_top + pad_bottom, in_s[2] + pad_left + pad_right, in_s[3]))\n",
    "        temp[:, pad_top:(pad_top+in_s[1]), pad_left:(pad_left+in_s[2]), :] = input_\n",
    "        ##################\n",
    "        input_ = temp\n",
    "        in_s = input_.shape\n",
    "\n",
    "    out_shape = (np.array(in_s[1: 3]) -\n",
    "                 np.array(f_s[:2]))//stride + 1\n",
    "    out_shape = np.concatenate([in_s[:1], out_shape, f_s[-1:]])\n",
    "    output = np.zeros(out_shape)\n",
    "    ##################\n",
    "    # Your code here #\n",
    "    for batch in range(in_s[0]):\n",
    "        for out_channel in range(f_s[3]):\n",
    "            for i in range(out_shape[1]):\n",
    "                for j in range(out_shape[2]):\n",
    "                    output[batch,i,j,out_channel] = (\n",
    "                        input_[batch,i*stride:i*stride+f_s[0],j*stride:j*stride+f_s[1],:] * filter_[:,:,:,out_channel]).sum()\n",
    "                        \n",
    "\n",
    "    ##################\n",
    "    return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 116, 166, 8)\n"
     ]
    }
   ],
   "source": [
    "filter_ = np.random.uniform(size=[4, 4, 3, 8])\n",
    "padding = 'VALID'\n",
    "stride = 3\n",
    "output = conv2d(img, filter_, stride, padding)\n",
    "print(output.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "怎么验证上面的卷积函数是正确的呢？用tensorflow里面已经实现好的卷积函数进行同样的计算，结果相同即可认为上面的实现是正确的。\n",
    "\n",
    "定义tensorflow的计算图，因为我们这里只计算，不涉及其他的东西，所有的参数都是输入的，所以图里只有一个操作。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 116, 166, 8)\n"
     ]
    }
   ],
   "source": [
    "# 定义输入\n",
    "input_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='input')\n",
    "filter_tensor = tf.placeholder(\n",
    "    tf.float32, shape=[None, None, None, None], name='filter')\n",
    "\n",
    "# 执行卷积\n",
    "output_tensor = tf.nn.conv2d(\n",
    "    input_tensor, filter_tensor, padding=padding, strides=[1, stride, stride, 1])\n",
    "\n",
    "# 这里执行运算图\n",
    "with tf.Session() as sess:\n",
    "    tf_output = sess.run(output_tensor, feed_dict={\n",
    "                         input_tensor: img, filter_tensor: filter_})\n",
    "print(tf_output.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "验证一下我们写的卷积函数是不是正确的，因为浮点型有精度的问题，所以比较的时候需要检查参差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.338020978022009e-06\n",
      "9.447495877168421e-06\n"
     ]
    }
   ],
   "source": [
    "print(np.mean(np.abs(output - tf_output)))\n",
    "print(np.max(np.abs(output - tf_output)))\n",
    "assert np.mean(np.abs(output - tf_output)) < 1e-5  # 如果这一行没有报错的话，那么实现可以认为是正确的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来，用我们自己做的卷积函数，执行几步卷积"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 175, 250, 8)\n",
      "(1, 88, 125, 16)\n",
      "(1, 29, 41, 24)\n"
     ]
    }
   ],
   "source": [
    "# input  1 x 350 x 500 x 3\n",
    "filter1 = np.random.uniform(size=[3, 3, 3, 8])\n",
    "padding1 = 'SAME'\n",
    "stride1 = 2\n",
    "output1 = conv2d(img, filter1, stride1, padding1)\n",
    "print(output1.shape)\n",
    "# output 1 x 175 x 250 x 8\n",
    "\n",
    "# input 1 x 175 x 250 x 8\n",
    "filter2 = np.random.uniform(size=[5, 5, 8, 16])\n",
    "padding2 = 'SAME'\n",
    "stride2 = 2\n",
    "output2 = conv2d(output1, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 88 x 125 x 16\n",
    "\n",
    "# input 1 x 88 x 125 x 16\n",
    "filter2 = np.random.uniform(size=[3, 3, 16, 24])\n",
    "padding2 = 'VALID'\n",
    "stride2 = 3\n",
    "output2 = conv2d(output2, filter2, stride2, padding2)\n",
    "print(output2.shape)\n",
    "# output 1 x 29 x 41 x 24"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "思考一下，上面的shape数据是如何得出来的呢？"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
